I've dockerized a python project that requires the use of several CSVs (~2gb). In order to keep image size down I didn't include the CSVs in the build, instead opting to give the running container the data from a directory outside the container through a volume. Locally, when running through docker, I can just do
docker run -v ~/local/path/:/container/path my-image:latest
This works, but I'm not sure how to go about doing this in Kubernetes. I've been reading the documentation and am confused by the number of volume types, where the actual CSVs should be stored, etc.
Based on the information about the project that I've provided, is there an obvious solution?
If you'd like to replicate that exact behavior from Docker the most common way to do it is to use hostPath. Something like this:
apiVersion: v1
kind: Pod
metadata:
name: test-pd
spec:
containers:
- image: my-image:latest
name: my-container
volumeMounts:
- mountPath: /container/path
name: test-volume
volumes:
- name: test-volume
hostPath:
path: /usr/local/path
type: Directory
Here is a typical example of sharing between containers. You can keep your data in a separate container and code in a different container.
https://kubernetes.io/docs/tasks/access-application-cluster/communicate-containers-same-pod-shared-volume/
apiVersion: v1
kind: Pod
metadata:
name: two-containers
spec:
restartPolicy: Never
volumes:
- name: shared-data
emptyDir: {}
containers:
- name: nginx-container
image: nginx
volumeMounts:
- name: shared-data
mountPath: /usr/share/nginx/html
- name: debian-container
image: debian
volumeMounts:
- name: shared-data
mountPath: /pod-data
command: ["/bin/sh"]
args: ["-c", "echo Hello from the debian container > /pod-data/index.html"]
Hope it helps.
Related
i have a question to ask you about kubernates. I need to configure a Horizontal Load Balancer on a service with Kubernates. Specifically in my yaml file I used the following kind: HorizontalPodAutoscaler; the problem arises on the logic of uploading files to the volume: in a nutshell, when a pod is released, the data inside is overwritten, so with a new pod the volume is emptied. Am I wrong in configurations?
Specifically, I set the volume in the Dockerfile to build the corresponding image of the service launched with Kubernates.
it's not good idea to store data in Dockerimage however still what you can do is,
Copy data to docker image
Inside the Kubernetes POD create the PVC volume
Attach POD to PVC and use the volume mount
Use the init container to copy data from the docker path to the volume mount file path
Dockerfile
FROM python:latest
COPY data.csv ./tmp/
Kubernetes YAML
apiVersion: apps/v1
kind: Deployment
metadata:
name: POD-name
spec:
replicas: 2
selector:
matchLabels:
app: test
template:
metadata:
labels:
app: test
spec:
initContainers:
- name: copy
image: busybox:1.28
command: ["/bin/sh", "-c", "cp /tmp/data.csv /data/data.csv"]
volumeMounts:
- name: pvc
mountPath: /data/
containers:
- name: test
image: image:tag
ports:
- containerPort: 8080
env:
- name: PORT
value: "8080"
volumeMounts:
- mountPath: "/data/"
name: pvc
volumes:
- name: pvc
persistentVolumeClaim:
claimName: pvc-claim
I have a docker image felipeogutierrez/tpch-dbgen that I build using docker-compose and I push it to docker-hub registry using travis-CI.
version: "3.7"
services:
other-images: ....
tpch-dbgen:
build: ../docker/tpch-dbgen
image: felipeogutierrez/tpch-dbgen
volumes:
- tpch-dbgen-data:/opt/tpch-dbgen/data/
- datarate:/tmp/
stdin_open: true
and this is the Dockerfile to build this image:
FROM gcc AS builder
RUN mkdir -p /opt
COPY ./generate-tpch-dbgen.sh /opt/generate-tpch-dbgen.sh
WORKDIR /opt
RUN chmod +x generate-tpch-dbgen.sh && ./generate-tpch-dbgen.sh
In the end, this scripts creates a directory /opt/tpch-dbgen/data/ with some files that I would like to read from another docker image that I am running on Kubernetes. Then I have a Flink image that I create to run into Kubernetes. This image starts 3 Flink Task Managers and one stream application that reads files from the image tpch-dbgen-data. I think that the right approach is to create a PersistentVolumeClaim so I can share the directory /opt/tpch-dbgen/data/ from image felipeogutierrez/tpch-dbgen to my flink image in Kubernetes. So, first I have this file to create the PersistentVolumeClaim:
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
name: tpch-dbgen-data-pvc
spec:
accessModes:
- ReadWriteOnce
resources:
requests:
storage: 200Mi
Then, I am creating an initContainers to launch the image felipeogutierrez/tpch-dbgen and after that launch my image felipeogutierrez/explore-flink:1.11.1-scala_2.12:
apiVersion: apps/v1
kind: Deployment
metadata:
name: flink-taskmanager
spec:
replicas: 3
selector:
matchLabels:
app: flink
component: taskmanager
template:
metadata:
labels:
app: flink
component: taskmanager
spec:
initContainers:
- name: tpch-dbgen
image: felipeogutierrez/tpch-dbgen
#imagePullPolicy: Always
env:
command: ["ls"]
# command: ['sh', '-c', 'for i in 1 2 3; do echo "job-1 `date`" && sleep 5s; done;', 'ls']
volumeMounts:
- name: tpch-dbgen-data
mountPath: /opt/tpch-dbgen/data
containers:
- name: taskmanager
image: felipeogutierrez/explore-flink:1.11.1-scala_2.12
#imagePullPolicy: Always
env:
args: ["taskmanager"]
ports:
- containerPort: 6122
name: rpc
- containerPort: 6125
name: query-state
livenessProbe:
tcpSocket:
port: 6122
initialDelaySeconds: 30
periodSeconds: 60
volumeMounts:
- name: flink-config-volume
mountPath: /opt/flink/conf/
- name: tpch-dbgen-data
mountPath: /opt/tpch-dbgen/data
securityContext:
runAsUser: 9999 # refers to user _flink_ from official flink image, change if necessary
volumes:
- name: flink-config-volume
configMap:
name: flink-config
items:
- key: flink-conf.yaml
path: flink-conf.yaml
- key: log4j-console.properties
path: log4j-console.properties
- name: tpch-dbgen-data
persistentVolumeClaim:
claimName: tpch-dbgen-data-pvc
The Flink stream application is starting but it cannot read the files on the directory /opt/tpch-dbgen/data of the image felipeogutierrez/tpch-dbgen. I am getting the error: java.io.FileNotFoundException: /opt/tpch-dbgen/data/orders.tbl (No such file or directory). It is strange because when I try to go into the container felipeogutierrez/tpch-dbgen I can list the files. So I suppose there is something wrong on my Kubernetes configuration. Does anyone know to point what I am missing on the Kubernetes configuration files?
$ docker run -i -t felipeogutierrez/tpch-dbgen /bin/bash
root#10c0944a95f8:/opt# pwd
/opt
root#10c0944a95f8:/opt# ls tpch-dbgen/data/
customer.tbl dbgen dists.dss lineitem.tbl nation.tbl orders.tbl part.tbl partsupp.tbl region.tbl supplier.tbl
Also, when I list the logs of the container tpch-dbgen I can see the directory tpch-dbgen that I want to read. Although I cannot execute the command command: ["ls tpch-dbgen"] inside my Kubernetes config file.
$ kubectl get pods
NAME READY STATUS RESTARTS AGE
flink-jobmanager-n9nws 1/1 Running 2 17m
flink-taskmanager-777cb5bf77-ncdl4 1/1 Running 0 4m54s
flink-taskmanager-777cb5bf77-npmrx 1/1 Running 0 4m54s
flink-taskmanager-777cb5bf77-zc2nw 1/1 Running 0 4m54s
$ kubectl logs flink-taskmanager-777cb5bf77-ncdl4 tpch-dbgen
generate-tpch-dbgen.sh
tpch-dbgen
Docker has an unusual feature where, under some specific circumstances, it will populate a newly created volume from the image. You should not rely on this functionality, since it completely ignores updates in the underlying images and it doesn't work on Kubernetes.
In your Kubernetes setup, you create a new empty PersistentVolumeClaim, and then mount this over your actual data in both the init and main containers. As with all Unix mounts, this hides the data that was previously in that directory. Nothing causes data to get copied into that volume. This works the same way as every other kind of mount, except the Docker named-volume mount: you'll see the same behavior if you change your Compose setup to do a host bind mount, or if you play around with your local development system using a USB drive as a "volume".
You need to make your init container (or something else) explicitly copy data into the directory. For example:
initContainers:
- name: tpch-dbgen
image: felipeogutierrez/tpch-dbgen
command:
- /bin/cp
- -a
- /opt/tpch-dbgen/data
- /data
volumeMounts:
- name: tpch-dbgen-data
mountPath: /data # NOT the same path as in the image
If the main process modifies these files in place, you can make the command be more intelligent, or write a script into your image that only copies the individual files in if they don't exist yet.
It could potentially make more sense to have your image generate the data files at startup time, rather than at image-build time. That could look like:
FROM gcc
COPY ./generate-tpch-dbgen.sh /usr/local/bin/
RUN chmod +x /usr/local/bin/generate-tpch-dbgen.sh
CMD ["generate-tpch-dbgen.sh"]
Then in your init container, you can run the default command (the generate script) with the working directory set to the volume directory
initContainers:
- name: tpch-dbgen
image: felipeogutierrez/tpch-dbgen
volumeMounts:
- name: tpch-dbgen-data
mountPath: /opt/tpch-dbgen/data # or anywhere really
workingDir: /opt/tpch-dbgen/data # matching mountPath
I got to run the PersistentVolumeClaim and share it between pods. Basically I had to use a subPath property which I learned from this answer https://stackoverflow.com/a/43404857/2096986 and I am using a simple Job that I learned from this answer https://stackoverflow.com/a/64023672/2096986. The final results is below:
The Dockerfile:
FROM gcc AS builder
RUN mkdir -p /opt
COPY ./generate-tpch-dbgen.sh /opt/generate-tpch-dbgen.sh
WORKDIR /opt
RUN chmod +x /opt/generate-tpch-dbgen.sh
ENTRYPOINT ["/bin/sh","/opt/generate-tpch-dbgen.sh"]
and the script generate-tpch-dbgen.sh has to have this line in the end sleep infinity & wait to not finalize. The PersistentVolumeClaim is the same of the question. Then I create a Job with the subPath property.
apiVersion: batch/v1
kind: Job
metadata:
name: tpch-dbgen-job
spec:
template:
metadata:
labels:
app: flink
component: tpch-dbgen
spec:
restartPolicy: OnFailure
volumes:
- name: tpch-dbgen-data
persistentVolumeClaim:
claimName: tpch-dbgen-data-pvc
containers:
- name: tpch-dbgen
image: felipeogutierrez/tpch-dbgen
imagePullPolicy: Always
volumeMounts:
- mountPath: /opt/tpch-dbgen/data
name: tpch-dbgen-data
subPath: data
and I use it on the other deployment also with the subPath property.
apiVersion: apps/v1
kind: Deployment
metadata:
name: flink-taskmanager
spec:
replicas: 3
selector:
matchLabels:
app: flink
component: taskmanager
template:
metadata:
labels:
app: flink
component: taskmanager
spec:
volumes:
- name: flink-config-volume
configMap:
name: flink-config
items:
- key: flink-conf.yaml
path: flink-conf.yaml
- key: log4j-console.properties
path: log4j-console.properties
- name: tpch-dbgen-data
persistentVolumeClaim:
claimName: tpch-dbgen-data-pvc
containers:
- name: taskmanager
image: felipeogutierrez/explore-flink:1.11.1-scala_2.12
imagePullPolicy: Always
env:
args: ["taskmanager"]
ports:
- containerPort: 6122
name: rpc
- containerPort: 6125
name: query-state
livenessProbe:
tcpSocket:
port: 6122
initialDelaySeconds: 30
periodSeconds: 60
volumeMounts:
- name: flink-config-volume
mountPath: /opt/flink/conf/
- name: tpch-dbgen-data
mountPath: /opt/tpch-dbgen/data
subPath: data
securityContext:
runAsUser: 9999 # refers to user _flink_ from official flink image, change if necessary
Maybe the issue is the accessMode you set on your PVC. ReadWriteOnce means it can only be mounted by one POD.
See here for Details.
You could try to use ReadWriteMany.
Your generate-tpch-dbgen.sh script is executed while building the docker image resulting those files in /opt/tpch-dbgen/data directory. So, when you run the image, you can see those files.
But the problem with k8s pvc, when you mount the volume (initially empty) to your containers, it replaces the /opt/tpch-dbgen/data directory along with the files in it.
Solution:
Don't execute the generate-tpch-dbgen.sh while building the docker image, rather execute it in the runtime. Then, the files will be created in the shared pv from the init container.
Something like below:
FROM gcc AS builder
RUN mkdir -p /opt
COPY ./generate-tpch-dbgen.sh /opt/generate-tpch-dbgen.sh
RUN chmod +x /opt/generate-tpch-dbgen.sh
ENTRYPOINT ["/bin/sh","/opt/generate-tpch-dbgen.sh"]
I have containerized microservice built with Java. This application uses the default /config-volume directory when it searches for property files.
Previously I manually deployed via Dockerfile, and now I'm looking to automate this process with Kubernetes.
The container image starts the microservice immediately so I need to add properties to the config-volume folder immediately. I accomplished this in Docker with this simple Dockerfile:
FROM ########.amazon.ecr.url.us-north-1.amazonaws.com/company/image-name:1.0.0
RUN mkdir /config-volume
COPY path/to/my.properties /config-volume
I'm trying to replicate this type of behavior in a kubernetes deployment.yaml but I have found no way to do it.
I've tried performing a kubectl cp command immediately after applying the deployment and it sometimes works, but it can result in a race condition which cause the microservice to fail at startup.
(I've redacted unnecessary parts)
apiVersion: apps/v1
kind: Deployment
metadata:
name: my-service
spec:
replicas: 1
template:
spec:
containers:
- env:
image: ########.amazon.ecr.url.us-north-1.amazonaws.com/company/image-name:1.0.0
name: my-service
ports:
- containerPort: 8080
volumeMounts:
- mountPath: /config-volume
name: config-volume
volumes:
- name: config-volume
emptyDir: {}
status: {}
Is there a way to copy files into a volume inside the deployment.yaml?
You are trying to emulate a ConfigMap using volumes. Instead, put your configuration into a ConfigMap, and mount that to your deployments. The documentation is there:
https://kubernetes.io/docs/tasks/configure-pod-container/configure-pod-configmap/
Once you have your configuration as a ConfigMap, mount it using something like this:
...
containers:
- name: mycontainer
volumeMounts:
- name: config-volume
mountPath: /config-volume
volumes:
- name: config-volume
configMap:
name: nameOfConfigMap
I'm setting up a kubernetes deployment with an image that will execute docker commands (docker ps etc.).
My yaml looks as the following:
kind: Deployment
apiVersion: apps/v1
metadata:
name: discovery
namespace: kube-system
labels:
discovery-app: kubernetes-discovery
spec:
selector:
matchLabels:
discovery-app: kubernetes-discovery
strategy:
type: Recreate
template:
metadata:
labels:
discovery-app: kubernetes-discovery
spec:
containers:
- image: docker:dind
name: discover
ports:
- containerPort: 8080
name: my-awesome-port
imagePullSecrets:
- name: regcred3
volumes:
- name: some-volume
emptyDir: {}
serviceAccountName: kubernetes-discovery
Normally I will run a docker container as following:
docker run -v /var/run/docker.sock:/var/run/docker.sock docker:dind
Now, kubernetes yaml supports commands and args but for some reason does not support options.
What is the right thing to do?
Perhaps I should configure a volume, but then, is it volumeMount or just a volume?
I am new with kubernetes so it is important for me to do it the right way.
Thank you
You want to add the volume to the container.
spec:
containers:
- name: discover
image: docker:dind
volumeMounts:
- name: dockersock
mountPath: "/var/run/docker.sock"
volumes:
- name: dockersock
hostPath:
path: /var/run/docker.sock
It seems like a bad idea to interact directly with containers on any nodes in Kubernetes. The whole point of Kubernetes is to orchestrate. If you add containers outside of the Pod construct, then Kubernetes will not be aware the processes running on the nodes. This will affect resource allocation.
It also needs to be said that directly working with containers bypasses security.
I'm looking for a pattern that allows to share volumes between two containers running on the same pod in Kubernetes.
My use case is:
I have a Ruby on Rails application running inside a docker container.
The docker image contains static assets in /app/<app-name>/public directory, and I need to access those assets from the nginx container running alongside in the same pod.
In 'vanilla' docker I would have used --volumes-from flag to share this directory:
docker run --name app -v /app/<app-dir>/public <app-image>
docker run --volumes-from app nginx
After reading this doc: https://github.com/GoogleCloudPlatform/kubernetes/blob/master/docs/volumes.md
I tried this (only relevant entries presented):
spec:
containers:
- image: <app-image>
name: <app-name>
volumeMounts:
- mountPath: /app/<app-name>/public
name: assets
- image: nginx
name: nginx
volumeMounts:
- mountPath: /var/www/html
name: assets
readOnly: true
volumes:
- name: assets
hostPath:
path: /tmp/assets
But:
Even though /tmp/assets on the node exists, it's empty
/app/<app-name>/public inside the app container is also empty
As a workaround I'm gonna try to populate the shared directory when the application container is up (simply cp /app/<app-name>/public/* to shared directory), but I really dislike this idea.
Question: how to mimic --volumes-from in Kubernetes, or if there is no direct counterpart, how can I share files from one container to other running in the same pod ?
apiVersion: v1beta3
Client Version: version.Info{Major:"0", Minor:"17", GitVersion:"v0.17.0", GitCommit:"82f8bdac06ddfacf493a9ed0fedc85f5ea62ebd5", GitTreeState:"clean"}
Server Version: version.Info{Major:"0", Minor:"17", GitVersion:"v0.17.0", GitCommit:"82f8bdac06ddfacf493a9ed0fedc85f5ea62ebd5", GitTreeState:"clean"}
[update-2016-8] In latest Kubernetes release, you can use a very nice feature named init-container to replace the postStart part in my answer below, which will make sure the container order.
apiVersion: v1
kind: Pod
metadata:
name: javaweb-2
spec:
initContainers:
- name: war
image: resouer/sample:v2
command: ["cp", "/sample.war", "/app"]
volumeMounts:
- mountPath: /app
name: app-volume
containers:
- name: tomcat
image: resouer/mytomcat:7.0
command: ["sh","-c","/root/apache-tomcat-7.0.42-v2/bin/start.sh"]
volumeMounts:
- mountPath: /root/apache-tomcat-7.0.42-v2/webapps
name: app-volume
ports:
- containerPort: 8080
hostPort: 8001
volumes:
- name: app-volume
emptyDir: {}
NOTE: initContainer is still a beta feature so the work version of this yaml is actually like: http://kubernetes.io/docs/user-guide/production-pods/#handling-initialization, please notice the pod.beta.kubernetes.io/init-containers part.
---original answer begin---
Actually, you can. You need to use container life cycle handler to control what files/dirs you want to share with other containers. Like:
---
apiVersion: v1
kind: Pod
metadata:
name: server
spec:
restartPolicy: OnFailure
containers:
- image: resouer/sample:v2
name: war
lifecycle:
postStart:
exec:
command:
- "cp"
- "/sample.war"
- "/app"
volumeMounts:
- mountPath: /app
name: hostv1
- name: peer
image: busybox
command: ["tail", "-f", "/dev/null"]
volumeMounts:
- name: hostv2
mountPath: /app/sample.war
volumes:
- name: hostv1
hostPath:
path: /tmp
- name: hostv2
hostPath:
path: /tmp/sample.war
Please check my gist for more details:
https://gist.github.com/resouer/378bcdaef1d9601ed6aa
And of course you can use emptyDir. Thus, war container can share its /sample.war to peer container without mess peer's /app directory.
If we can tolerate /app been overridden, it will be much simpler:
---
apiVersion: v1
kind: Pod
metadata:
name: javaweb-2
spec:
restartPolicy: OnFailure
containers:
- image: resouer/sample:v2
name: war
lifecycle:
postStart:
exec:
command:
- "cp"
- "/sample.war"
- "/app"
volumeMounts:
- mountPath: /app
name: app-volume
- image: resouer/mytomcat:7.0
name: tomcat
command: ["sh","-c","/root/apache-tomcat-7.0.42-v2/bin/start.sh"]
volumeMounts:
- mountPath: /root/apache-tomcat-7.0.42-v2/webapps
name: app-volume
ports:
- containerPort: 8080
hostPort: 8001
volumes:
- name: app-volume
emptyDir: {}
The answer is - for now - you can't. Here's a couple of discussion threads from the Kubernetes issues:
https://github.com/GoogleCloudPlatform/kubernetes/issues/6120
https://github.com/GoogleCloudPlatform/kubernetes/issues/831
However, may I suggest that you have an alternate design that might work better?
If your assets are locked at the point of the container going live,
you could use something like gitRepo
volume which would copy it to an emptyDir at the point of going live, and would mean you wouldn't have to move the content around at
all, just download it directly to the shared directory.
If your assets are locked at the point of the container
being built, it's probably best to copy them in at that point, using
the Docker COPY command.
If you really want to stick with the way you're doing it, you would have to copy the content to the emptyDir volume, which is designed for exactly what you're looking for (minus the lack of having to copy it in).
NFS[1] volumes also could solve your problem, but may be overly complex.
Additionally, I'd recommend that these two services exist in different pods, so you can scale each separately. You can create a service endpoint to communicate between them if you need to.
[1] https://github.com/GoogleCloudPlatform/kubernetes/blob/master/examples/nfs/nfs-web-pod.yaml
Further update from the future:
There is now a FlexVol plugin for Docker volumes: https://github.com/dims/docker-flexvol
At the time of writing, FlexVol is still an alpha feature though, so caveat emptor.
Kubernetes has its own volume types and these are most used volume type:
emptyDir
secret
gitRepo
hostPath (similar to --volumes-from)
config Maps
persistent storage (storage disks provided by cloud platforms)
You can find more about kubernets volumes here -https://kubernetes.io/docs/concepts/storage/volumes/
an example of hostpath volume :
apiVersion: v1
kind: Pod
metadata:
name: test-pd
spec:
containers:
- image: k8s.gcr.io/test-webserver
name: test-container
volumeMounts:
- mountPath: /test-pd
name: test-volume
volumes:
- name: test-volume
hostPath:
# directory location on host
path: /data
# this field is optional
type: Directory
hostpath will mount host/node directory to container directory.Multiple containers inside a pod can use different or same volumes.You need to mention it in each container.
hostPath volumes are independent of pod lifecycle but it create tight coupling between node and pod , you should avoid using hostPath.
If you are using Docker v17.0.5 or greater you canĀ use a multi-stage build to copy files from one of your containers to the other during build time. This is a great primer on the advanced features at https://medium.com/#tonistiigi/advanced-multi-stage-build-patterns-6f741b852fae
The way I used it to copy static assets from my backend container into Nginx proxy is
ARG API_BACKEND_CONTAINER="api:backend"
FROM $API_BACKEND_CONTAINER as source
FROM nginx:mainline-alpine
ARG NGINX_ROOT=/usr/share/nginx/html/
COPY --from=source /var/share/api/static/ ${NGINX_ROOT}
The great thing is that because the API_BACKEND_CONTAINER is a build arg I'm able to pass in the tag of the latest API build.